Paper Citation Record · LEDGER

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems

As of 23 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2512.10961.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2512.10961 v2

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T07:16:38.175252Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

15 of 15 outbound references displayed

verified exact0
verified fuzzy0
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation df786b23-36f1-4658-af1e-8b41123ac411 · outbound

This paper cites Augmenting human in- tellect: A conceptual framework.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Augmenting human in- tellect: A conceptual framework

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:36.036446Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac19d6b9-18a6-44a1-a2c5-b5128244b89f · outbound

This paper cites Augmented cognition, 2025.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Augmented cognition, 2025

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:36.170045Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cf4bb27-ae59-43c8-8677-29d9e19f976a · outbound

This paper cites an unresolved cited work.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:36.303473Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e378b063-fdc1-465e-912a-3afd97adc0c0 · outbound

This paper cites Comparing ex- perts and novices for ai data work.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Comparing ex- perts and novices for ai data work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:36.659879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fc0989e-0aba-49ed-a727-94b6db2b15de · outbound

This paper cites Measuring the impact of early-2025 ai on experienced open-source developer pro- ductivity.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Measuring the impact of early-2025 ai on experienced open-source developer pro- ductivity

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:36.829286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 006d5729-6c09-4af0-b487-3cd7152495d6 · outbound

This paper cites Prompt engineering: A guide to im- proving llm performance, 2024.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Prompt engineering: A guide to im- proving llm performance, 2024

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:36.978901Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24d92e6f-8da0-4249-a68e-ee9886909f1f · outbound

This paper cites Does Prompt Formatting Have Any Impact on LLM Performance?.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Does Prompt Formatting Have Any Impact on LLM Performance?

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:37.050911Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4bd592c-fa81-4d4e-9d26-88c6ebec8f10 · outbound

This paper cites The impact of prompt bloat on llm output quality, 2025.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems The impact of prompt bloat on llm output quality, 2025

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:37.223169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87abd340-e65f-4d1f-848b-7145a997422d · outbound

This paper cites Ai liter- acy and its implications for prompt engineering strategies.International Journal of Educational Technology in Higher Education, 21(1), 2024.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Ai liter- acy and its implications for prompt engineering strategies.International Journal of Educational Technology in Higher Education, 21(1), 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:37.320862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0a71b77-c2a0-4ecf-84f7-4385bc048ab3 · outbound

This paper cites Chatgpt in higher educa- tion: Considerations for academic integrity and student learning.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Chatgpt in higher educa- tion: Considerations for academic integrity and student learning

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:37.493093Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fb93b65-6c39-4018-b05e-1c88d41e1b16 · outbound

This paper cites Chatgptunveiled: Un- derstanding perceptions of academic integrity in higher education.Journal of Academic Ethics, 2024.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Chatgptunveiled: Un- derstanding perceptions of academic integrity in higher education.Journal of Academic Ethics, 2024

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:37.653322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e33c09f-631a-4c54-868c-81bcf1538074 · outbound

This paper cites Sycophancy in Large Language Models: Causes and Mitigations.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Sycophancy in Large Language Models: Causes and Mitigations

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:37.803697Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82c82956-e08c-4a0b-8b39-53ba28b2c7d2 · outbound

This paper cites URL https://www.nature.com/articles/s41746- 025-02008-z.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems URL https://www.nature.com/articles/s41746- 025-02008-z

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:37.939121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b9c9bfa-2c23-4005-8bb4-fb7376474153 · outbound

This paper cites How Overconfidence in Initial Choices and Underconfidence Under Criticism Modulate Change of Mind in Large Language Models.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems How Overconfidence in Initial Choices and Underconfidence Under Criticism Modulate Change of Mind in Large Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:38.175252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81e141e0-d603-4bae-bc9a-cef9cb856b62 · outbound

This paper cites an unresolved cited work.

AI as Equalizer or Amplifier? Task Complexity as the Moderating Factor for Human Expertise in Hybrid Intelligence Systems Unresolved cited work

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-04T07:16:36.467933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.